Overview

Dataset statistics

Number of variables43
Number of observations1106
Missing cells0
Missing cells (%)0.0%
Duplicate rows0
Duplicate rows (%)0.0%
Total size in memory371.7 KiB
Average record size in memory344.1 B

Variable types

BOOL27
NUM15
CAT1

Reproduction

Analysis started2021-05-05 16:16:24.582665
Analysis finished2021-05-05 16:17:10.663524
Duration46.08 seconds
Versionpandas-profiling v2.7.1
Command linepandas_profiling --config_file config.yaml [YOUR_FILE.csv]
Download configurationconfig.yaml
ALT is highly skewed (γ1 = 22.17104927) Skewed
LDH is highly skewed (γ1 = 25.14939051) Skewed

Variables

Age
Real number (ℝ≥0)

Distinct count77
Unique (%)7.0%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean61.41500904159132
Minimum22
Maximum99
Zeros0
Zeros (%)0.0%
Memory size8.8 KiB

Quantile statistics

Minimum22
5-th percentile32
Q150
median61
Q374
95-th percentile88
Maximum99
Range77
Interquartile range (IQR)24

Descriptive statistics

Standard deviation16.93534447
Coefficient of variation (CV)0.2757525356
Kurtosis-0.6491441969
Mean61.41500904
Median Absolute Deviation (MAD)12
Skewness-0.1220383547
Sum67925
Variance286.8058922
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
63 32 2.9%
 
57 32 2.9%
 
53 31 2.8%
 
56 29 2.6%
 
58 29 2.6%
 
68 29 2.6%
 
65 28 2.5%
 
52 26 2.4%
 
72 26 2.4%
 
77 24 2.2%
 
Other values (67) 820 74.1%
 
ValueCountFrequency (%) 
22 3 0.3%
 
23 7 0.6%
 
24 1 0.1%
 
25 6 0.5%
 
26 2 0.2%
 
ValueCountFrequency (%) 
99 2 0.2%
 
97 1 0.1%
 
96 2 0.2%
 
95 1 0.1%
 
94 4 0.4%
 
Distinct count2
Unique (%)0.2%
Missing0
Missing (%)0.0%
Memory size8.8 KiB
1
634
0
472
ValueCountFrequency (%) 
1 634 57.3%
 
0 472 42.7%
 

ethnicity
Categorical

Distinct count3
Unique (%)0.3%
Missing0
Missing (%)0.0%
Memory size8.8 KiB
2
655
1
300
3
151
ValueCountFrequency (%) 
2 655 59.2%
 
1 300 27.1%
 
3 151 13.7%
 

Length

Max length1
Mean length1
Min length1
ValueCountFrequency (%) 
Decimal_Number 3 100.0%
 
ValueCountFrequency (%) 
Common 3 100.0%
 
ValueCountFrequency (%) 
ASCII 3 100.0%
 

race
Real number (ℝ≥0)

Distinct count7
Unique (%)0.6%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean3.357142857142857
Minimum1
Maximum7
Zeros0
Zeros (%)0.0%
Memory size8.8 KiB

Quantile statistics

Minimum1
5-th percentile1
Q11
median1
Q37
95-th percentile7
Maximum7
Range6
Interquartile range (IQR)6

Descriptive statistics

Standard deviation2.804316094
Coefficient of variation (CV)0.8353281981
Kurtosis-1.702767562
Mean3.357142857
Median Absolute Deviation (MAD)0
Skewness0.4811455111
Sum3713
Variance7.864188752
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
1 576 52.1%
 
7 400 36.2%
 
2 74 6.7%
 
3 46 4.2%
 
6 5 0.5%
 
4 4 0.4%
 
5 1 0.1%
 
ValueCountFrequency (%) 
1 576 52.1%
 
2 74 6.7%
 
3 46 4.2%
 
4 4 0.4%
 
5 1 0.1%
 
ValueCountFrequency (%) 
7 400 36.2%
 
6 5 0.5%
 
5 1 0.1%
 
4 4 0.4%
 
3 46 4.2%
 

Fever
Boolean

Distinct count2
Unique (%)0.2%
Missing0
Missing (%)0.0%
Memory size8.8 KiB
1
737
0
369
ValueCountFrequency (%) 
1 737 66.6%
 
0 369 33.4%
 

Cough
Boolean

Distinct count2
Unique (%)0.2%
Missing0
Missing (%)0.0%
Memory size8.8 KiB
1
754
0
352
ValueCountFrequency (%) 
1 754 68.2%
 
0 352 31.8%
 

SOB
Boolean

Distinct count2
Unique (%)0.2%
Missing0
Missing (%)0.0%
Memory size8.8 KiB
1
767
0
339
ValueCountFrequency (%) 
1 767 69.3%
 
0 339 30.7%
 

Fatigue
Boolean

Distinct count2
Unique (%)0.2%
Missing0
Missing (%)0.0%
Memory size8.8 KiB
0
849
1
257
ValueCountFrequency (%) 
0 849 76.8%
 
1 257 23.2%
 

Sputum
Boolean

Distinct count2
Unique (%)0.2%
Missing0
Missing (%)0.0%
Memory size8.8 KiB
0
1031
1
 
75
ValueCountFrequency (%) 
0 1031 93.2%
 
1 75 6.8%
 

Myalgia
Boolean

Distinct count2
Unique (%)0.2%
Missing0
Missing (%)0.0%
Memory size8.8 KiB
0
853
1
253
ValueCountFrequency (%) 
0 853 77.1%
 
1 253 22.9%
 

Diarrhea
Boolean

Distinct count2
Unique (%)0.2%
Missing0
Missing (%)0.0%
Memory size8.8 KiB
0
846
1
260
ValueCountFrequency (%) 
0 846 76.5%
 
1 260 23.5%
 
Distinct count2
Unique (%)0.2%
Missing0
Missing (%)0.0%
Memory size8.8 KiB
0
883
1
223
ValueCountFrequency (%) 
0 883 79.8%
 
1 223 20.2%
 
Distinct count2
Unique (%)0.2%
Missing0
Missing (%)0.0%
Memory size8.8 KiB
0
1025
1
 
81
ValueCountFrequency (%) 
0 1025 92.7%
 
1 81 7.3%
 
Distinct count2
Unique (%)0.2%
Missing0
Missing (%)0.0%
Memory size8.8 KiB
0
1056
1
 
50
ValueCountFrequency (%) 
0 1056 95.5%
 
1 50 4.5%
 
Distinct count2
Unique (%)0.2%
Missing0
Missing (%)0.0%
Memory size8.8 KiB
0
1061
1
 
45
ValueCountFrequency (%) 
0 1061 95.9%
 
1 45 4.1%
 
Distinct count2
Unique (%)0.2%
Missing0
Missing (%)0.0%
Memory size8.8 KiB
0
1052
1
 
54
ValueCountFrequency (%) 
0 1052 95.1%
 
1 54 4.9%
 

Headahce
Boolean

Distinct count2
Unique (%)0.2%
Missing0
Missing (%)0.0%
Memory size8.8 KiB
0
999
1
 
107
ValueCountFrequency (%) 
0 999 90.3%
 
1 107 9.7%
 
Distinct count2
Unique (%)0.2%
Missing0
Missing (%)0.0%
Memory size8.8 KiB
0
930
1
 
176
ValueCountFrequency (%) 
0 930 84.1%
 
1 176 15.9%
 
Distinct count2
Unique (%)0.2%
Missing0
Missing (%)0.0%
Memory size8.8 KiB
0
1081
1
 
25
ValueCountFrequency (%) 
0 1081 97.7%
 
1 25 2.3%
 
Distinct count2
Unique (%)0.2%
Missing0
Missing (%)0.0%
Memory size8.8 KiB
0
831
1
275
ValueCountFrequency (%) 
0 831 75.1%
 
1 275 24.9%
 
Distinct count2
Unique (%)0.2%
Missing0
Missing (%)0.0%
Memory size8.8 KiB
0
568
1
538
ValueCountFrequency (%) 
0 568 51.4%
 
1 538 48.6%
 

diabeteshx
Boolean

Distinct count2
Unique (%)0.2%
Missing0
Missing (%)0.0%
Memory size8.8 KiB
0
806
1
300
ValueCountFrequency (%) 
0 806 72.9%
 
1 300 27.1%
 

asthmahx
Boolean

Distinct count2
Unique (%)0.2%
Missing0
Missing (%)0.0%
Memory size8.8 KiB
0
1040
1
 
66
ValueCountFrequency (%) 
0 1040 94.0%
 
1 66 6.0%
 
Distinct count2
Unique (%)0.2%
Missing0
Missing (%)0.0%
Memory size8.8 KiB
0
941
1
 
165
ValueCountFrequency (%) 
0 941 85.1%
 
1 165 14.9%
 

copdhx
Boolean

Distinct count2
Unique (%)0.2%
Missing0
Missing (%)0.0%
Memory size8.8 KiB
0
1013
1
 
93
ValueCountFrequency (%) 
0 1013 91.6%
 
1 93 8.4%
 
Distinct count2
Unique (%)0.2%
Missing0
Missing (%)0.0%
Memory size8.8 KiB
0
1026
1
 
80
ValueCountFrequency (%) 
0 1026 92.8%
 
1 80 7.2%
 
Distinct count2
Unique (%)0.2%
Missing0
Missing (%)0.0%
Memory size8.8 KiB
0
1003
1
 
103
ValueCountFrequency (%) 
0 1003 90.7%
 
1 103 9.3%
 
Distinct count2
Unique (%)0.2%
Missing0
Missing (%)0.0%
Memory size8.8 KiB
0
1022
1
 
84
ValueCountFrequency (%) 
0 1022 92.4%
 
1 84 7.6%
 

ckdhx
Boolean

Distinct count2
Unique (%)0.2%
Missing0
Missing (%)0.0%
Memory size8.8 KiB
0
1005
1
 
101
ValueCountFrequency (%) 
0 1005 90.9%
 
1 101 9.1%
 

ALT
Real number (ℝ≥0)

SKEWED
Distinct count159
Unique (%)14.4%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean47.662748643761304
Minimum5
Maximum2909
Zeros0
Zeros (%)0.0%
Memory size8.8 KiB

Quantile statistics

Minimum5
5-th percentile9
Q118
median30
Q354
95-th percentile123.75
Maximum2909
Range2904
Interquartile range (IQR)36

Descriptive statistics

Standard deviation99.30821898
Coefficient of variation (CV)2.08356047
Kurtosis625.6720894
Mean47.66274864
Median Absolute Deviation (MAD)14
Skewness22.17104927
Sum52715
Variance9862.122358
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
18 38 3.4%
 
15 32 2.9%
 
16 30 2.7%
 
29 29 2.6%
 
30 29 2.6%
 
19 28 2.5%
 
17 28 2.5%
 
22 28 2.5%
 
14 26 2.4%
 
24 26 2.4%
 
Other values (149) 812 73.4%
 
ValueCountFrequency (%) 
5 7 0.6%
 
6 10 0.9%
 
7 8 0.7%
 
8 16 1.4%
 
9 16 1.4%
 
ValueCountFrequency (%) 
2909 1 0.1%
 
489 1 0.1%
 
469 1 0.1%
 
420 1 0.1%
 
405 1 0.1%
 

CRP
Real number (ℝ≥0)

Distinct count304
Unique (%)27.5%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean10.934692585895117
Minimum0.1
Maximum56.6
Zeros0
Zeros (%)0.0%
Memory size8.8 KiB

Quantile statistics

Minimum0.1
5-th percentile0.7
Q13.7
median8.4
Q315.55
95-th percentile30.3
Maximum56.6
Range56.5
Interquartile range (IQR)11.85

Descriptive statistics

Standard deviation9.418312851
Coefficient of variation (CV)0.8613239721
Kurtosis1.897744153
Mean10.93469259
Median Absolute Deviation (MAD)5.3
Skewness1.33414146
Sum12093.77
Variance88.70461696
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
0.7 14 1.3%
 
6.4 12 1.1%
 
3.7 12 1.1%
 
8 11 1.0%
 
0.1 11 1.0%
 
2.7 11 1.0%
 
0.4 10 0.9%
 
2.4 10 0.9%
 
1.1 10 0.9%
 
1.5 10 0.9%
 
Other values (294) 995 90.0%
 
ValueCountFrequency (%) 
0.1 11 1.0%
 
0.2 8 0.7%
 
0.3 9 0.8%
 
0.4 10 0.9%
 
0.5 5 0.5%
 
ValueCountFrequency (%) 
56.6 1 0.1%
 
54.1 1 0.1%
 
51.3 1 0.1%
 
49.8 1 0.1%
 
46.8 1 0.1%
 

D.dimer
Real number (ℝ≥0)

Distinct count621
Unique (%)56.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean1183.9059674502712
Minimum150
Maximum63670
Zeros0
Zeros (%)0.0%
Memory size8.8 KiB

Quantile statistics

Minimum150
5-th percentile150
Q1227
median361
Q3695.25
95-th percentile3452.5
Maximum63670
Range63520
Interquartile range (IQR)468.25

Descriptive statistics

Standard deviation3995.780189
Coefficient of variation (CV)3.375082396
Kurtosis121.3609804
Mean1183.905967
Median Absolute Deviation (MAD)169
Skewness9.911109485
Sum1309400
Variance15966259.32
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
150 82 7.4%
 
301 9 0.8%
 
170 8 0.7%
 
227 7 0.6%
 
158 7 0.6%
 
343 6 0.5%
 
160 6 0.5%
 
300 6 0.5%
 
506 6 0.5%
 
277 6 0.5%
 
Other values (611) 963 87.1%
 
ValueCountFrequency (%) 
150 82 7.4%
 
151 1 0.1%
 
154 1 0.1%
 
155 1 0.1%
 
156 1 0.1%
 
ValueCountFrequency (%) 
63670 1 0.1%
 
58747 1 0.1%
 
41385 1 0.1%
 
38600 1 0.1%
 
36744 1 0.1%
 

Ferritin
Real number (ℝ≥0)

Distinct count994
Unique (%)89.9%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean1119.1777576853526
Minimum5.3
Maximum22420.0
Zeros0
Zeros (%)0.0%
Memory size8.8 KiB

Quantile statistics

Minimum5.3
5-th percentile87.575
Q1327.35
median696.5
Q31377.5
95-th percentile3146.75
Maximum22420
Range22414.7
Interquartile range (IQR)1050.15

Descriptive statistics

Standard deviation1495.375409
Coefficient of variation (CV)1.336137534
Kurtosis55.71952282
Mean1119.177758
Median Absolute Deviation (MAD)454.85
Skewness5.713732774
Sum1237810.6
Variance2236147.614
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
191.4 3 0.3%
 
2225 3 0.3%
 
411.6 3 0.3%
 
1265 3 0.3%
 
1735 3 0.3%
 
1347 3 0.3%
 
123.4 3 0.3%
 
1101 3 0.3%
 
1337 3 0.3%
 
1598 3 0.3%
 
Other values (984) 1076 97.3%
 
ValueCountFrequency (%) 
5.3 1 0.1%
 
8 1 0.1%
 
9.7 1 0.1%
 
12.4 1 0.1%
 
14.2 1 0.1%
 
ValueCountFrequency (%) 
22420 1 0.1%
 
16291 1 0.1%
 
13418 1 0.1%
 
10550 1 0.1%
 
10085 1 0.1%
 

HR
Real number (ℝ≥0)

Distinct count113
Unique (%)10.2%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean100.13833634719711
Minimum6
Maximum1288
Zeros0
Zeros (%)0.0%
Memory size8.8 KiB

Quantile statistics

Minimum6
5-th percentile68.25
Q184
median98
Q3111
95-th percentile132
Maximum1288
Range1282
Interquartile range (IQR)27

Descriptive statistics

Standard deviation49.28581188
Coefficient of variation (CV)0.4921772588
Kurtosis405.2707445
Mean100.1383363
Median Absolute Deviation (MAD)13
Skewness18.22205431
Sum110753
Variance2429.091253
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
88 36 3.3%
 
100 33 3.0%
 
101 30 2.7%
 
106 28 2.5%
 
99 27 2.4%
 
108 27 2.4%
 
98 25 2.3%
 
102 24 2.2%
 
111 23 2.1%
 
84 22 2.0%
 
Other values (103) 831 75.1%
 
ValueCountFrequency (%) 
6 1 0.1%
 
16 1 0.1%
 
42 1 0.1%
 
44 1 0.1%
 
45 1 0.1%
 
ValueCountFrequency (%) 
1288 1 0.1%
 
1000 1 0.1%
 
214 1 0.1%
 
185 1 0.1%
 
182 1 0.1%
 

LDH
Real number (ℝ≥0)

SKEWED
Distinct count479
Unique (%)43.3%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean403.2974683544304
Minimum120
Maximum13320
Zeros0
Zeros (%)0.0%
Memory size8.8 KiB

Quantile statistics

Minimum120
5-th percentile197
Q1266
median350
Q3470
95-th percentile728
Maximum13320
Range13200
Interquartile range (IQR)204

Descriptive statistics

Standard deviation427.3912332
Coefficient of variation (CV)1.059741919
Kurtosis756.3832477
Mean403.2974684
Median Absolute Deviation (MAD)94
Skewness25.14939051
Sum446047
Variance182663.2662
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
254 9 0.8%
 
231 9 0.8%
 
291 8 0.7%
 
240 7 0.6%
 
301 7 0.6%
 
347 7 0.6%
 
346 7 0.6%
 
284 7 0.6%
 
365 7 0.6%
 
330 7 0.6%
 
Other values (469) 1031 93.2%
 
ValueCountFrequency (%) 
120 1 0.1%
 
130 2 0.2%
 
133 2 0.2%
 
139 2 0.2%
 
147 1 0.1%
 
ValueCountFrequency (%) 
13320 1 0.1%
 
1804 1 0.1%
 
1552 1 0.1%
 
1407 1 0.1%
 
1265 1 0.1%
 

Lymphocyte
Real number (ℝ≥0)

Distinct count308
Unique (%)27.8%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean14.259222423146474
Minimum0.3
Maximum72.0
Zeros0
Zeros (%)0.0%
Memory size8.8 KiB

Quantile statistics

Minimum0.3
5-th percentile3.1
Q17.9
median12.5
Q318.6
95-th percentile31.8
Maximum72
Range71.7
Interquartile range (IQR)10.7

Descriptive statistics

Standard deviation9.111762123
Coefficient of variation (CV)0.6390083451
Kurtosis3.409668925
Mean14.25922242
Median Absolute Deviation (MAD)5.1
Skewness1.399007558
Sum15770.7
Variance83.02420899
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
7.9 20 1.8%
 
6.1 19 1.7%
 
3.5 15 1.4%
 
6 12 1.1%
 
7 12 1.1%
 
1.7 12 1.1%
 
12.2 12 1.1%
 
8 12 1.1%
 
4.4 12 1.1%
 
10 11 1.0%
 
Other values (298) 969 87.6%
 
ValueCountFrequency (%) 
0.3 1 0.1%
 
0.8 2 0.2%
 
0.9 8 0.7%
 
1 5 0.5%
 
1.1 1 0.1%
 
ValueCountFrequency (%) 
72 1 0.1%
 
63.2 1 0.1%
 
63 1 0.1%
 
51.4 1 0.1%
 
51 1 0.1%
 

SpO2
Real number (ℝ≥0)

Distinct count40
Unique (%)3.6%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean92.67721518987342
Minimum27
Maximum100
Zeros0
Zeros (%)0.0%
Memory size8.8 KiB

Quantile statistics

Minimum27
5-th percentile80
Q191
median94
Q396
95-th percentile99
Maximum100
Range73
Interquartile range (IQR)5

Descriptive statistics

Standard deviation6.619303037
Coefficient of variation (CV)0.07142319742
Kurtosis19.56062174
Mean92.67721519
Median Absolute Deviation (MAD)2
Skewness-3.257515223
Sum102501
Variance43.81517269
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
96 135 12.2%
 
94 119 10.8%
 
95 115 10.4%
 
93 115 10.4%
 
98 93 8.4%
 
97 76 6.9%
 
92 72 6.5%
 
99 51 4.6%
 
91 49 4.4%
 
88 44 4.0%
 
Other values (30) 237 21.4%
 
ValueCountFrequency (%) 
27 1 0.1%
 
30 1 0.1%
 
55 1 0.1%
 
60 1 0.1%
 
61 1 0.1%
 
ValueCountFrequency (%) 
100 41 3.7%
 
99 51 4.6%
 
98 93 8.4%
 
97 76 6.9%
 
96 135 12.2%
 

Procalcitonin
Real number (ℝ≥0)

Distinct count192
Unique (%)17.4%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean1.3853254972875226
Minimum0.02
Maximum193.5
Zeros0
Zeros (%)0.0%
Memory size8.8 KiB

Quantile statistics

Minimum0.02
5-th percentile0.06
Q10.1
median0.17
Q30.36
95-th percentile2.7675
Maximum193.5
Range193.48
Interquartile range (IQR)0.26

Descriptive statistics

Standard deviation9.977642425
Coefficient of variation (CV)7.202381277
Kurtosis266.5635848
Mean1.385325497
Median Absolute Deviation (MAD)0.09
Skewness15.2397926
Sum1532.17
Variance99.55334836
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
0.08 60 5.4%
 
0.09 60 5.4%
 
0.1 53 4.8%
 
0.07 50 4.5%
 
0.11 44 4.0%
 
0.12 42 3.8%
 
0.06 41 3.7%
 
0.15 40 3.6%
 
0.14 37 3.3%
 
0.13 37 3.3%
 
Other values (182) 642 58.0%
 
ValueCountFrequency (%) 
0.02 2 0.2%
 
0.03 5 0.5%
 
0.04 12 1.1%
 
0.05 27 2.4%
 
0.06 41 3.7%
 
ValueCountFrequency (%) 
193.5 2 0.2%
 
107.38 1 0.1%
 
82.46 1 0.1%
 
64.26 1 0.1%
 
59.67 1 0.1%
 

RR
Real number (ℝ≥0)

Distinct count44
Unique (%)4.0%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean22.629294755877034
Minimum5
Maximum165
Zeros0
Zeros (%)0.0%
Memory size8.8 KiB

Quantile statistics

Minimum5
5-th percentile16
Q118
median20
Q324
95-th percentile38
Maximum165
Range160
Interquartile range (IQR)6

Descriptive statistics

Standard deviation8.467665988
Coefficient of variation (CV)0.37419045
Kurtosis73.74081248
Mean22.62929476
Median Absolute Deviation (MAD)3
Skewness5.48641866
Sum25028
Variance71.70136728
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
18 212 19.2%
 
20 156 14.1%
 
16 111 10.0%
 
22 95 8.6%
 
24 85 7.7%
 
17 80 7.2%
 
26 46 4.2%
 
28 43 3.9%
 
30 32 2.9%
 
15 28 2.5%
 
Other values (34) 218 19.7%
 
ValueCountFrequency (%) 
5 1 0.1%
 
11 1 0.1%
 
12 1 0.1%
 
14 5 0.5%
 
15 28 2.5%
 
ValueCountFrequency (%) 
165 1 0.1%
 
64 1 0.1%
 
60 1 0.1%
 
57 1 0.1%
 
56 2 0.2%
 

Systolic.BP
Real number (ℝ≥0)

Distinct count130
Unique (%)11.8%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean127.98101265822785
Minimum18
Maximum322
Zeros0
Zeros (%)0.0%
Memory size8.8 KiB

Quantile statistics

Minimum18
5-th percentile94
Q1112
median125
Q3142
95-th percentile171
Maximum322
Range304
Interquartile range (IQR)30

Descriptive statistics

Standard deviation24.55999398
Coefficient of variation (CV)0.1919034197
Kurtosis4.091616524
Mean127.9810127
Median Absolute Deviation (MAD)14
Skewness0.8602535164
Sum141547
Variance603.1933043
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
128 32 2.9%
 
116 27 2.4%
 
121 25 2.3%
 
125 25 2.3%
 
132 24 2.2%
 
123 24 2.2%
 
124 23 2.1%
 
119 22 2.0%
 
138 22 2.0%
 
118 21 1.9%
 
Other values (120) 861 77.8%
 
ValueCountFrequency (%) 
18 1 0.1%
 
60 1 0.1%
 
63 1 0.1%
 
65 1 0.1%
 
67 1 0.1%
 
ValueCountFrequency (%) 
322 1 0.1%
 
221 1 0.1%
 
219 1 0.1%
 
216 1 0.1%
 
215 1 0.1%
 

Temperature
Real number (ℝ≥0)

Distinct count42
Unique (%)3.8%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean37.50858951175407
Minimum3.6
Maximum39.7
Zeros0
Zeros (%)0.0%
Memory size8.8 KiB

Quantile statistics

Minimum3.6
5-th percentile36.5
Q136.9
median37.3
Q338
95-th percentile39.4
Maximum39.7
Range36.1
Interquartile range (IQR)1.1

Descriptive statistics

Standard deviation1.353957965
Coefficient of variation (CV)0.03609727753
Kurtosis355.4938145
Mean37.50858951
Median Absolute Deviation (MAD)0.5
Skewness-13.99168177
Sum41484.5
Variance1.833202172
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
36.8 82 7.4%
 
36.9 78 7.1%
 
37.1 73 6.6%
 
37 69 6.2%
 
37.2 57 5.2%
 
37.3 56 5.1%
 
36.7 55 5.0%
 
37.6 54 4.9%
 
37.4 46 4.2%
 
37.8 41 3.7%
 
Other values (32) 495 44.8%
 
ValueCountFrequency (%) 
3.6 1 0.1%
 
34.4 1 0.1%
 
35 1 0.1%
 
35.7 1 0.1%
 
36 1 0.1%
 
ValueCountFrequency (%) 
39.7 1 0.1%
 
39.6 9 0.8%
 
39.5 40 3.6%
 
39.4 20 1.8%
 
39.3 21 1.9%
 

Troponin
Real number (ℝ≥0)

Distinct count40
Unique (%)3.6%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.03190777576853527
Minimum0.01
Maximum2.4
Zeros0
Zeros (%)0.0%
Memory size8.8 KiB

Quantile statistics

Minimum0.01
5-th percentile0.01
Q10.01
median0.01
Q30.01
95-th percentile0.1
Maximum2.4
Range2.39
Interquartile range (IQR)0

Descriptive statistics

Standard deviation0.1189702217
Coefficient of variation (CV)3.728565181
Kurtosis207.1827188
Mean0.03190777577
Median Absolute Deviation (MAD)0
Skewness12.82470016
Sum35.29
Variance0.01415391366
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
0.01 871 78.8%
 
0.02 57 5.2%
 
0.03 32 2.9%
 
0.05 26 2.4%
 
0.04 25 2.3%
 
0.09 11 1.0%
 
0.06 10 0.9%
 
0.08 9 0.8%
 
0.07 6 0.5%
 
0.12 6 0.5%
 
Other values (30) 53 4.8%
 
ValueCountFrequency (%) 
0.01 871 78.8%
 
0.02 57 5.2%
 
0.03 32 2.9%
 
0.04 25 2.3%
 
0.05 26 2.4%
 
ValueCountFrequency (%) 
2.4 1 0.1%
 
1.81 1 0.1%
 
1.34 1 0.1%
 
0.98 1 0.1%
 
0.8 1 0.1%
 

ICU.or.not
Boolean

Distinct count2
Unique (%)0.2%
Missing0
Missing (%)0.0%
Memory size8.8 KiB
0
835
1
271
ValueCountFrequency (%) 
0 835 75.5%
 
1 271 24.5%
 

Interactions

Correlations

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Missing values

Sample

First rows

AgeGender..female.0..male1.ethnicityraceFeverCoughSOBFatigueSputumMyalgiaDiarrheaNausea.VomitingSore.throatRunny.nose.Nasal.congestionLoss.of.smellLoss.of.tasteHeadahceChest.discomfort..chest.painAsymptomaticsmoking_historyhypertensionhxdiabeteshxasthmahxcoronaryheartdiseasehxcopdhxheartfailurehxcarcinomahximmunosuppressionhxckdhxALTCRPD.dimerFerritinHRLDHLymphocyteSpO2ProcalcitoninRRSystolic.BPTemperatureTroponinICU.or.not
0230210000000000000010000000000312.2857203.911734540.6960.28188937.00.011
12513711011100000011000000000003711.7183587.11324836.8980.642810739.50.011
22812111100011110001000000000001822.0389932.112456210.4881.811712339.10.011
328117111000000000000000000000018310.53702068.012370613.4940.922012038.90.011
43012111010000000000000000000002186.73492141.010168817.9980.371513037.10.011
53111111000100000000000000000001241.9271851.513729216.1960.192012939.50.011
63201111110101000000000000000003012.6150267.41354489.5870.131810136.90.011
7340371110000010000000000000000536.4120153.810837511.6970.32209037.10.011
8351171110100000001000000000000638.8189474.18822922.2980.171514637.10.011
93612111000000000000000000000002387.91605860.01087053.5980.181612337.60.091

Last rows

AgeGender..female.0..male1.ethnicityraceFeverCoughSOBFatigueSputumMyalgiaDiarrheaNausea.VomitingSore.throatRunny.nose.Nasal.congestionLoss.of.smellLoss.of.tasteHeadahceChest.discomfort..chest.painAsymptomaticsmoking_historyhypertensionhxdiabeteshxasthmahxcoronaryheartdiseasehxcopdhxheartfailurehxcarcinomahximmunosuppressionhxckdhxALTCRPD.dimerFerritinHRLDHLymphocyteSpO2ProcalcitoninRRSystolic.BPTemperatureTroponinICU.or.not
10968302100000010000000001101001101518.1711236.3745835.9920.38308437.10.010
10978312110100000000000000000001001426.116382016.0907015.0756.803211836.60.090
109884121111000001000000011010010114010.91753685.4703745.5971.702412936.50.030
1099850210110000100000001100001100216.5939100.11123486.0950.072812536.20.020
11008612100100000000000011000001008810.5303427.48343811.6960.192410236.40.010
11018702100000000000000010001001001348.75611337.08226125.1980.161912136.90.010
1102901210010000000000001100101100273.580532710.013052810.8820.45409637.30.290
1103900211110011010000100000000100139.01025796.17664713.8910.061811737.30.020
1104911211010000000000001100001100137.2552370.25931126.0970.082212436.80.140
11059302100100000000000001100011001413.33404769.61406005.5800.093614237.00.030